{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import norm  # 导入正态分布\n",
    "from scipy.stats import t     # 导入学生t分布\n",
    "from scipy.stats import laplace  # 导入laplace分布\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize']=(15,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 产生标准正态分布的数据\n",
    "x1 = np.linspace(norm.ppf(0.001),norm.ppf(0.999),10000)\n",
    "y1 = norm.pdf(x1)\n",
    "logy1 = np.log(y1)\n",
    "# 产生t分布的数据\n",
    "df1,df2,df3 =1,3,5 # t 分布的自由度\n",
    "x2 = np.linspace(t.ppf(0.001,df1),t.ppf(0.999,df1),10000)\n",
    "y2 = t.pdf(x2,df1)\n",
    "logy2 = np.log(y2)\n",
    "\n",
    "x22 = np.linspace(t.ppf(0.001,df2),t.ppf(0.999,df2),10000)\n",
    "y22 = t.pdf(x22,df2)\n",
    "logy22 = np.log(y22)\n",
    "\n",
    "x23 = np.linspace(t.ppf(0.001,df3),t.ppf(0.999,df3),10000)\n",
    "y23 = t.pdf(x23,df3)\n",
    "logy23 = np.log(y23)\n",
    "# 产生laplace分布的数据\n",
    "x3 = np.linspace(laplace.ppf(0.001,loc=0,scale=1/np.power(2,0.5)),\n",
    "                laplace.ppf(0.999,loc=0,scale=1/np.power(2,0.5)),10000)\n",
    "y3 = laplace.pdf(x3,loc=0,scale=1/np.power(2,0.5))\n",
    "logy3 = np.log(y3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'(d)')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  进行绘图\n",
    "ax1 = plt.subplot(221)\n",
    "ax1.plot(x1,y1,color='black',linewidth=2,ls='-',label='Gauss')\n",
    "ax1.plot(x2,y2,color='blue',linewidth=2,ls='-.',label='Student')\n",
    "ax1.plot(x3,y3,color='red',linewidth=2,ls='--',label='Laplace')\n",
    "ax1.set_xlim((-4,4))\n",
    "ax1.set_ylim((0,0.8))\n",
    "ax1.legend()\n",
    "ax1.set_xlabel('(a)')\n",
    "\n",
    "#  进行绘图\n",
    "ax2 = plt.subplot(222)\n",
    "ax2.plot(x1,logy1,color='black',linewidth=2,ls='-',label='Gauss')\n",
    "ax2.plot(x2,logy2,color='blue',linewidth=2,ls='-.',label='Student')\n",
    "ax2.plot(x3,logy3,color='red',linewidth=2,ls='--',label='Laplace')\n",
    "ax2.set_xlim((-4,4))\n",
    "ax2.set_ylim((-6,0))\n",
    "ax2.legend()\n",
    "ax2.set_xlabel('(b)')\n",
    "\n",
    "ax3 = plt.subplot(223)\n",
    "ax3.plot(x2,y2,color='blue',linewidth=2,ls='-.',label='Student v=1')\n",
    "ax3.plot(x22,y22,color='green',linewidth=2,ls='-.',label='Student v=3')\n",
    "ax3.plot(x23,y23,color='black',linewidth=2,ls='-.',label='Student v=5')\n",
    "ax3.set_xlim((-8,8))\n",
    "ax3.set_ylim((0,0.4))\n",
    "ax3.legend()\n",
    "ax3.set_xlabel('(c)')\n",
    "\n",
    "ax4 = plt.subplot(224)\n",
    "ax4.plot(x2,logy2,color='blue',linewidth=2,ls='-.',label='Student v=1')\n",
    "ax4.plot(x22,logy22,color='green',linewidth=2,ls='-.',label='Student v=3')\n",
    "ax4.plot(x23,logy23,color='black',linewidth=2,ls='-.',label='Student v=5')\n",
    "ax4.set_xlim((-15,15))\n",
    "ax4.set_ylim((-6,0))\n",
    "ax4.legend()\n",
    "ax4.set_xlabel('(d)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
